{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bb840eb1-23b0-49b5-95d4-578ef1677f7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "sns.set(rc={\"figure.figsize\": (6, 6)})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d4a70e3-1bc7-4cc6-afce-e5f4e1f2e2c7",
   "metadata": {},
   "source": [
    "## 调色板\n",
    "* 颜色很重要\n",
    "* color_palette()能传入任何Matplotlib所支持的颜色\n",
    "* color_palette()不写参数则默认颜色\n",
    "* set_palette()设置所有图的颜色\n",
    "\n",
    "## 分类色板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c04ae167-e3c8-4c0c-8091-23ab1ea42298",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "current_palette = sns.color_palette()\n",
    "sns.palplot(current_palette)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7465c7e-8af1-447a-a1e8-f9954e9cd779",
   "metadata": {},
   "source": [
    "6个默认的颜色循环主题：deep,muted,pastel,bright,dark,colorblind"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afb96e35-ac29-4f49-abec-8302a2c27afb",
   "metadata": {},
   "source": [
    "## 圆形画板\n",
    "当你有六个以上的 分类要区分时，最简单的方法就是一个圆形的颜色空间中画出均匀间隔的颜色（这样的色调会保持亮度和饱和度不变）。\n",
    "这是大多数的当他们需要使用比当前默认颜色循环中设置的颜色更多时的默认方案。\n",
    "最常用的方法是使用hls的颜色空间，这是RGB值的一个简单转换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "10c738e8-f221-4335-a9e7-5d86c2aad220",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette(\"hls\", 8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c9980def-c4f3-47cc-bffc-9b6d8fce1a91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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PHq0jR46k3G5nZ8yqEoGs1NUV67l1+vPSXUumSqfXMJ1qyWTp9DqmQy3/yPITQUeOHNHvf/97vffeez3bOjo6VFNTo9GjR1vdHQAA6CPLw8D48eN18cUXa+nSpdq1a5f27t2re+65R9FoVLNmzbK6OwAA0EeWh4GcnBw98sgjuvDCCzV//nxdffXVamxsVFVVlS0DJgAAQN/YMoBw0KBBqqysVGVlpR3NAwAAC2X+5FEAANAntk4tBIBsl6krLUqstoi/IwwAQIoaGiJasWKpOjs7bOvDrpUWJcnjydWiRRUEAhAGACBVzc1N6uzs0ICCacrJzawv1HhHRG311WpubiIMgDCAzFRff1StrfatSun15qugILVlPWGenNyQ3HmZs9KilHHX4YHNCAPIOE1NTVq+vELxeNy2PlwulyorV8rv99vWB5BpWuKRjEsRLfGI0yVkBMIAMo7f79fixUsTPjJQV1erqqoNmjlzlsLhooSe4/XmEwSA7/l8fuV6cvVpW7XTpaQk15Mrn4/P848hDCAjpXIIPxwuUnHxcBuqAbJbMBjSwkUVts2aSDasJ4tZE6dHGAAAnFYwGLL1C5Ww7iwWHQIAwHCEAQAADEcYAADAcIQBAAAMRxgAAMBwhAEAAAxHGAAAwHCEAQAADEcYAADAcIQBAAAMRxgAAMBwhAEAAAxHGAAAwHCEAQAADEcYAADAcB6nCwCQvWINEadLSEqm1QtYhTAAwDbt26udLgFAAggDQD9raIioubnJ8nbr6mp73VrN5/MrGAwl9Zy8smlyJfkcJ8UaIgQYGIkwAPSjhoaIVqxcqs6ODtv6qKraYEu7ntxcLVpYkVQgcAVDcg8ttKUeANYhDAD9qLm5SZ0dHRow7SzlhPKcLidh8Ui72qoPqbm5KemjAwDSH2EAcEBOKE/uQq/TZSSsy+kCANiKqYUAABiOMAAAgOEIAwAAGI4wAACA4RhACAB9FOvIvJULM7Fm2IcwAAB91F7PQkXIbIQBAOijvIJpcuVm1voLsY4IIQY9CAMA0Eeu3JDceay0iMzFAEIAAAxHGAAAwHCEAQAADEcYAADAcIQBAAAMRxgAAMBwloeBv/3tb7r//vt16aWX6mc/+5muueYa7dq1y+puAACARSwPA3feeac++ugjrVmzRq+++qp+8pOfaPbs2dq/f7/VXQEAAAtYGga++OILvfPOO6qoqND555+vUaNGacmSJQqHw9q6dauVXQEAAItYGgaCwaDWrl2rCRMm9GzLyclRPB5XY2OjlV0BAACLWLoccSAQ0OTJk3tte/PNN/Xll1/q4osv7lPbHg9jHRNx9Oi3am1ttaVtr9erIUOG2tK2ndxuV8+t03+PumvJVIm+huxn5nD6c5FOn0+7pfO+2nptgvfff1+LFy9WWVmZpkyZknI7LleOgkGfhZVlp++++07Llt2veDxuS/sul0v/8R//oUGDBtnSvl0aG72SpEDA6/jfo+5aMlWiryH7mTmc/lyk0+fTbum8r7aFgbfeeksLFizQpEmTtGbNmj61FYvFFY22WFRZNnPpvvv+b8JHBurqavXii8/rX//1BoXDRad9vNfrVWenSw0NzX0ttF9Fo609t07X3l1Lpkr0NWQ/M4fTn4t0+nzazYl9DQS8CR3BsiUMvPTSS/q3f/s3TZ06VatXr1ZeXl6f2+zsjFlQWfY744wCnXFGYo/t6jr+mg4ZUqhhw4oTek4mvg/d+9nVFXO8/u5aMlWiryH7mTmc/lyk0+fTbum8r5aftNi4caOWLVummTNn6pFHHrEkCAAAAPtYemTg888/1/LlyzV16lTNmTNH9fX1PfcNHDgw4841AwBgAkvDQHV1tTo6OrRt2zZt27at131XXnmlVq5caWV3AADAApaGgVtuuUW33HKLlU0CAACbpddERwAA0O8IAwAAGI4wAACA4QgDAAAYztbliAHABPGOiLqcLiJJ8Y6I0yUgjRAGACBFPp9fHk+u2uqrnS4lJR5Prnw+v9NlIA0QBgAgRcFgSIsWVai5ucnytuvqalVVtUEzZ85K6NohqfD5/AoGQ7a0jcxCGACAPggGQ7Z+oYbDRSouHm5b+4DEAEIAAIxHGAAAwHCcJgAcEIu0OV1CUjKtXgDJIQwADmiv/sbpEgCgB2EAcEDetDPlCg1wuoyExSJtBBjgFOrrj6q1tSWhx9bV1fa6PR2vN18FBUNSri0ZhAHAAa7QALkLvU6XAaAPmpqatHx5heLxeFLPq6rakNDjXC6XKitXyu+3fy0IY8JAMuktWf2Z3gAA6cHv92vx4qW2frf0RxCQDAkDqaa3RPVnegMApI9s+SFoRBhINr0lu/JXf6Y3AACsZkQYkFJLb6z81b8aGiK2Let64q3VWNIVQKYzJgwgvTU0RLRyZaU6Ojpt6yPRQTvJys31aOHCSgIBgIxFGEBaaG5uUkdHp0ZPGyBvKMfpchLWGolrf3WbmpubCAOnEG/IrEv7xhu4rC/MRBhAWvGGcuQrdDtdRhIy6auu//h8fnlyc9W2PfMu7evJ5bK+MA9hAIDlgsGQFi3MzEv7MgYEJiIMALAFl/YFMgdXLQQAwHCEAQAADEcYAADAcIwZAADAZrFYTAcO7FM02qhAYLBGjRojlyt9fo8TBgAAsNHHH3+gLVs2KRKp79kWChVoxoyrNHFiqYOV/R1hAAAAm3z88Qd64YXnVFIyQddee4OGDRumw4cPa/v2v+qFF55TefmNaREI0ucYBQAAWSQWi2nLlk0qKZmg66+foxEjRmrAgIEaMWKkrr9+jkpKJmjLlk2KxWJOl0oYAADADgcO7FMkUq+ysl+dND7A5XKprGyaIpF6HTiwz6EKT6jH6QIAAMhG0WijJGnYsGGnvL+o6Mxej3MSYQAAABsEAoMlSYcPHz7l/bW13/R6nJMYQAgA/ai+/qhaW1tO+7i6utpet4nwevNVUDAk5dpgrVGjxigUKtD27X/V9dfP6XWqIBaLafv2aoVCBRo1aoyDVR5HGACAftLU1KTlyysUj8cTfk5V1YaEH+tyuVRZuVJ+P1ddTAcul0szZlylF154TuvXP6OysmkqKjpTtbXfaPv2atXUfKLy8hvTYr0BwgAA9BO/36/Fi5cmdGQgFV5vPkEgzUycWKry8hu1ZcsmPfbY6p7toVBB2kwrlAgDANCvOIxvnokTSzVhwiRWIAQAwGQul0tjxoxzuowflD6xBAAAOIIwAACA4ThNAACwHFMoMwthAABgKaZQZh7CAADAUkyhzDy2h4Enn3xS7777rv7whz/Y3RUAIE1wGD+z2DqAcMOGDXrsscfs7AIAAPSRLUcG6urqtGTJEr3//vsaOXKkHV0gS7VGnL+udzIyrV4AOBVbwsCnn36qwYMHa8uWLXriiSd06NAhO7pBFtpf3e50CQBgHFvCwJQpUzRlyhQ7mkaWGz0tT95Q5ix/0RqJEWAAZLyMmU3g8fTfF4Tb7eq57c9+f0gkElFzc5Pl7R49eqTntnufreTz+RUKhRJ6bHf/3pBLvkK35bXYLdG/K3a8zv0pHT4T6fb5BLJBRoQBlytHwaCv3/prbPRKkgIBb7/2eypHjx7V8uUVam/vsK2PF1983pZ28/Jy9eCDD2nIkNOPKu5+zTNVon9XuvczHmlXl91FWSgeOX70Ix0+E+n0+QSyRUaEgVgsrmjUnvmqpxKNtvbcNjQ091u/p/LNN9+qvb1D0345QKFAjqO1JCMSjav6nTZ98823crtP/0Xf/ZpnqkT/rnR1ueXJzVVbdeaNo/Hk5qqry+34ZyKdPp9AugsEvAkdkcyIMCBJnZ39N2q7qyvWc9uf/f5YLaFAjgoLMunw+fHfvYm+ht37makS3c9A4AwtWlhhy2mfurpaVVVt0MyZsxQOF1nevs/nVyBwRtp8JtLh8wlki4wJA0C2CAZDCgYTG0uRinC4SMXFw21rH0D2YfQNAACGs/3IwMqVK+3uAgAA9AFHBgAAMBxhAAAAwxEGAAAwHGEAAADDEQYAADAcYQAAAMMRBgAAMBxhAAAAwxEGAAAwXMZem6ChIWLLxV6k4xd8OfHWaj6f39a16QEASEZGhoGGhohWrqhUR2enrf1UVW2wpd1cj0cLF1USCAAAaSEjw0Bzc5M6Ojs1LX+AQu4cp8tJSqQrruqWNjU3NxEGAABpISPDQLeQO0eFHrfTZSSpy+kCAADohQGEAAAYjjAAAIDhMvo0gUkijTGnS0hKptULACYjDGSI6v/X7nQJAIAsRRjIENN+kafQ4Mw5qxNpjBFgACBDEAYyRGiwS4UFmTZzAgCQCTLnpyYAALAFYQAAAMMRBgAAMBxhAAAAwxEGAAAwHGEAAADDEQYAADAcYQAAAMMRBgAAMBxhAAAAwxEGAAAwHGEAAADDcaGiDBGJxiV1OV1Gwo7XCwDIBISBNOfz+ZWb61H1O21Ol5K03FyPfD6/02UAAE6DMJDmgsGQFi6sVHNzk+Vt19XVqqpqg2bOnKVwuMjy9n0+v4LBkOXtAgCsRRjIAMFgyNYv1XC4SMXFw21rHwCQ3hhACACA4QgDAAAYLqNPE0S6Yk6XkLRMrBkAkN0yOgxUt7Q7XQIAABkvo8PAtPw8hdyZdaYj0hUjxPyI1khmradwvF4AyGwZHQZCbpcKPW6ny4AFutdT2F/NegoA0N8yOgwge7CeAgA4hzCAtMF6CgDgjMw64Q4AACxnSxiIxWJ67LHHdMkll2jSpEm64YYb9MUXX9jRFQAA6CNbwsCTTz6pP/3pT3rggQf08ssvKycnRzfddJPa2xlFDwBAurE8DLS3t+v555/X7bffrsmTJ2v8+PF6+OGHVVdXp23btlndHQAA6CPLw8Du3bvV3NysCy+8sGdbIBBQSUmJdu7caXV3AACgjyyfTVBbWytJGjZsWK/thYWFOnz4cMrtejx/zy3uDFto6FTcblevfXKqhnSpxU7sZ3YxZT+B/mR5GGhtbZUk5eXl9do+YMAANTY2ptSmy5WjYNDX8+fGRm/qBaaJQMDba5+c0P06pkMtdmI/s4sp+wn0J8vDwMCBAyUdHzvQ/f+S1NbWJq83tS/xWCyuaLSl58/RaGvfikwD0WirGhqaHa8hXWqxE/uZXUzZT8AKgYA3oaPploeB7tMDR44c0fDhf1/g5ciRIxo/fnzK7XZ2/v1qf11ZcOW/rq5Yr31yqoZ0qcVO7Gd2MWU/gf5keRgYP368/H6/duzY0RMGotGoampqdO2111rdHZDV6uuPqrW15fQP1PFll0+8TYTXm6+CgiEp1QYge1geBvLy8nTttddq9erVCoVCOuuss7Rq1SoVFRVp6tSpVncHZK2mpiYtX16heDy5KyNWVW1I+LEul0uVlSvl93OhJcBktlyb4I477lBnZ6fuvfdeHTt2TBdccIHWrVt30qBCWM/OX5L8iuxffr9fixcvTfj9TIXXm08QAGBPGHC73brrrrt011132dE8foDdvyT5Fdn/CF8A+gNXLcwidv+S5FckAGQnwkCW4ZckACBZLN8FAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4ZhNACAtJLpgFssuA9YjDABwXCoLZrHsMmAdwgAAx7FgFuAswgCAtMBhfMA5DCAEAMBwhAEAAAxHGAAAwHCEAQAADEcYAADAcIQBAAAMRxgAAMBwhAEAAAxHGAAAwHCEAQAADEcYAADAcIQBAAAMRxgAAMBwGX3VwkhXXFKX02Uk5XjNAACkj4wMAz6fX7kej6pb2pwuJSW5Ho98Pq6tDgBIDxkZBoLBkBYuqlRzc5Mt7dfV1aqqaoNmzpylcLjI8vZ9Pr+CwZDl7QIAkIqMDAPS8UBg9xdqOFyk4uLhtvYBAIDTGEAIAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGM7WMLBkyRItXLjQzi4AAEAf2RIGurq69OCDD+rVV1+1o3kAAGAhj9UN7t+/X4sWLdJXX32lM8880+rmAQCAxSw/MvDee+/p3HPP1datW1VcXGx18wAAwGKWHxm45pprrG5SkuTx9N9YR7fb1XPbn/3CHryfAPDjkgoDX3/9tcrKyn7w/rfffltDhw7tc1H/yOXKUTDos7zdH9LY6JUkBQLefu0X9uD9BIAfl1QYCIfD+stf/vKD94dCoT4XdCqxWFzRaIstbZ9KNNrac9vQ0Nxv/SJxR49+q9bW1oQeW1dXK0n67LPPe97b0/F6vRoyxPpgCwD9KRDw9hwd/TFJhYHc3FyNHj065aL6orMz1m99dXXFem77s18kpqmpScuW3a94PJ7U81588fmEH+tyuVRZuVJ+vz/Z8gAg41g+ZgCwm9/v1+LFS9Xaat/RIq83nyAAwBiEAWSkgoIhTpcAAFmDodUAABjO1iMDf/jDH+xsHgAAWIAjAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4Wy9hHE6qa8/qtbWloQeW1dX2+v2dLzefBUUDEm5NgAAnJQTj8fjThdxOl1dMUUizSk/v6mpSRUV98iuXXW5XKqsXCm/329L+wAApCIU8sntPv1JACPCgJTckYFkcWQAAJCOEg0Dxpwm4MsaAIBTYwAhAACGIwwAAGA4wgAAAIYjDAAAYDjCAAAAhiMMAABgOMIAAACGIwwAAGA4wgAAAIYjDAAAYDjCAAAAhiMMAABgOMIAAACGIwwAAGA4wgAAAIbzOF0AnBGLxXTgwD5Fo40KBAZr1KgxcrnIhgBgIsKAgT7++ANt2bJJkUh9z7ZQqEAzZlyliRNLHawMAOCEnHg8Hne6iNPp6oopEml2uoys8PHHH+iFF55TSckElZX9SsOGDdPhw4e1fftfVVPzicrLbyQQAECWCIV8crtPf9SX48IGicVi2rJlk0pKJuj66+doxIiRGjBgoEaMGKnrr5+jkpIJ2rJlk2KxmNOlAgD6EWHAIAcO7FMkUq+ysl+dND7A5XKprGyaIpF6HTiwz6EKAQBOIAwYJBptlCQNGzbslPcXFZ3Z63EAADMQBgwSCAyWJB0+fPiU99fWftPrcQAAMxAGDDJq1BiFQgXavv2vJ40LiMVi2r69WqFQgUaNGuNQhQAAJxAGDOJyuTRjxlWqqflE69c/o4MHD+jYsWM6ePCA1q9/RjU1n2jGjKtYbwAADMPUQgOxzgAAmCHRqYWEAUOxAiEAZD/HwsDhw4e1atUq7dixQ+3t7Zo4caIWLlyosWPHptwmYQAAgOQ5suhQe3u7br75ZtXX1+uZZ57Rxo0bNWjQIJWXlysSiVjZFQAAsIilYWDXrl3au3evHnroIU2YMEFjx47VQw89pJaWFv33f/+3lV0BAACLWBoGxo4dq7Vr1yocDvfaHo/H1djIQjYAAKQjS69aOHToUE2ePLnXthdffFFtbW365S9/2ae2PR4GtwEAYIekwsDXX3+tsrKyH7z/7bff1tChQ3v+/F//9V96+OGHdd1112n8+PEpF+ly5SgY9KX8fAAA8MOSmk3Q0dGhL7/88gfvHzFihNxutyTpj3/8o5YtW6bp06froYce6tO0ta6umKLR1pSfDwCAiQIBr3PrDKxevVrPPvusrrvuOi1ZskQ5OTl9ao+phQAAJC/RqYWWjhmQpFWrVum5557T3XffrdmzZ1vdPAAAsJilYWDHjh167rnndN1112nGjBn69ttve+7Lz8+Xz8d5fwAA0o2lpwnuu+8+vfLKK6e877bbbtPtt9+eUrucJgAAIHlcmwAAAMM5shwxAADIPIQBAAAMlxGnCeLxuGKxtC8TAIC04nLlJDS9PyPCAAAAsA+nCQAAMBxhAAAAwxEGAAAwHGEAAADDEQYAADAcYQAAAMMRBgAAMBxhAAAAwxEGAAAwHGEAAADDEQYAADAcYQAAAMMRBk4Qi8X02GOP6ZJLLtGkSZN0ww036IsvvnC6LFs9+eSTuu6665wuwxZ/+9vfdP/99+vSSy/Vz372M11zzTXatWuX02VZrr6+XnfddZcuvPBClZaW6uabb9a+ffucLstWn3/+uUpLS7Vp0yanS7HFoUOHdM4555z033/+5386XZrlNm/erOnTp+u8887Tb37zG7355ptOl2SpHTt2nPK9POecc1RWVuZ0eT08TheQTp588kn96U9/0ooVKxQOh7Vq1SrddNNN2rp1q/Ly8pwuz3IbNmzQY489pgsuuMDpUmxx5513qr6+XmvWrFEoFNLGjRs1e/Zsbdq0SaNHj3a6PMvMnTtXLpdLzz77rPLz8/Xoo49q1qxZ2rZtm7xer9PlWa6jo0MLFixQS0uL06XYZs+ePRowYIDeeuutXpefHTRokINVWe/111/X4sWLdc899+iyyy7T1q1bdeedd6qoqEilpaVOl2eJ0tJSvf3227227d27VzfffLNuueUWh6o6GUcGvtfe3q7nn39et99+uyZPnqzx48fr4YcfVl1dnbZt2+Z0eZaqq6vTjTfeqEcffVQjR450uhxbfPHFF3rnnXdUUVGh888/X6NGjdKSJUsUDoe1detWp8uzTENDg4qLi7Vs2TKdd955Gj16tObNm6dvv/1Wn332mdPl2eLxxx+Xz+dzugxb7d27VyNHjlRhYaGGDh3a89/AgQOdLs0y8Xhcjz76qMrLy1VeXq6zzz5bt956q37xi1/ovffec7o8y+Tl5fV6D8844wytWLFCl19+ua6++mqny+tBGPje7t271dzcrAsvvLBnWyAQUElJiXbu3OlgZdb79NNPNXjwYG3ZskWTJk1yuhxbBINBrV27VhMmTOjZlpOTo3g8rsbGRgcrs1YwGNSaNWs0duxYSdLRo0e1bt06FRUVacyYMQ5XZ72dO3fq5Zdf1oMPPuh0Kbbas2dPVr5/Jzpw4IAOHTqkK664otf2devWac6cOQ5VZb+qqiodPnxYixYtcrqUXjhN8L3a2lpJ0rBhw3ptLyws1OHDh50oyTZTpkzRlClTnC7DVoFAQJMnT+617c0339SXX36piy++2KGq7HXffffplVdeUV5enp566inl5+c7XZKlotGo7r77bt17770nfU6zzd69ezV06FD97ne/08GDB3X22Wdr3rx5uuSSS5wuzTIHDx6UJLW0tGj27NmqqalRcXGx5s6dm7X/PrW1tenpp59WeXm5CgsLnS6nF44MfK+1tVWSThobMGDAALW1tTlREiz0/vvva/HixSorK8vaf2jKy8v12muvacaMGbr11lv16aefOl2SpSorK/XTn/70pF+S2aa9vV0HDx5UU1OT5s+fr7Vr1+q8887TTTfdpHfffdfp8izT1NQkSbrnnnv0L//yL3r++ef1y1/+UvPmzcuq/TzR66+/rra2trQctM2Rge91n4trb2/vdV6ura0tKwdhmeStt97SggULNGnSJK1Zs8bpcmzTfVh52bJl+vDDD/XSSy9pxYoVDldljc2bN2vXrl3685//7HQptsvLy9POnTvl8Xh6fpxMmDBB+/fv17p163TRRRc5XKE1cnNzJUmzZ8/WlVdeKUk699xzVVNTo/Xr12fNfp5o8+bNuvzyyxUMBp0u5SQcGfhe92HHI0eO9Np+5MgRFRUVOVESLPDSSy/p9ttv16WXXqpnn302qwZgScenFW7dulVdXV0921wul0aPHn3S3+VM9tprr6m+vl6XXXaZSktLe0aaV1RU6De/+Y3D1VkvPz//pKOU48aNU11dnUMVWa/739Vx48b12j5mzBh9/fXXTpRkq0gkog8++EDTp093upRTIgx8b/z48fL7/dqxY0fPtmg0qpqaGp1//vkOVoZUbdy4UcuWLdPMmTP1yCOPZOX00CNHjuj3v/99r9HXHR0dqqmpyarpk6tXr9Zf/vIXbd68uec/Sbrjjju0du1aZ4uz2O7du1VaWnrSmhiffPJJVg0qLCkpkc/n00cffdRr+969ezV8+HCHqrLP//7v/yonJ0f//M//7HQpp8Rpgu/l5eXp2muv1erVqxUKhXTWWWdp1apVKioq0tSpU50uD0n6/PPPtXz5ck2dOlVz5sxRfX19z30DBw7Mmvna48eP18UXX6ylS5fqgQceUCAQ0NNPP61oNKpZs2Y5XZ5lwuHwKbcXFBTorLPO6udq7DVu3DiNHTtWS5cuVUVFhYLBoF555RV9+OGHevXVV50uzzIDBw7UjTfeqCeeeELhcFgTJ07UG2+8oXfeeUcbNmxwujzL7d69W//0T/+UtqedCQMnuOOOO9TZ2al7771Xx44d0wUXXKB169Zl5S/KbFddXa2Ojg5t27btpHUirrzySq1cudKhyqyVk5OjRx55RP/+7/+u+fPn67vvvtP555+vqqoqnXnmmU6XhxS4XC49/fTTWr16tebPn69oNKqSkhKtX79e55xzjtPlWWrevHnyer09a7qMHj1ajz/+uH7+8587XZrljh49qjPOOMPpMn5QTjwejztdBAAAcA5jBgAAMBxhAAAAwxEGAAAwHGEAAADDEQYAADAcYQAAAMMRBgAAMBxhAAAAwxEGAAAwHGEAAADDEQYAADAcYQAAAMP9f+pYiy8u4//SAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.random.normal(size=(20, 8)) + np.arange(8) / 2\n",
    "sns.boxplot(data=data,palette=sns.color_palette(\"hls\", 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd24e301-30b9-4fdd-ace8-e5ed73fc2ac1",
   "metadata": {},
   "source": [
    "his_palette()函数来控制颜色的亮度和饱和\n",
    "* l-亮度 lightness\n",
    "* s-饱和saturation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "161d8772-42ae-4b04-a372-bc22b9400df9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.hls_palette(8, l=.7, s=.9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5729df77-aa34-4c53-9cf2-0b80c996ca3b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette('Paired',8))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9af8585-770f-4690-b974-b8e89b5f120f",
   "metadata": {},
   "source": [
    "## 使用xkcd 颜色来命名颜色\n",
    "xkcd 包含了一套众包努力的针对随机RGB色的命名。产生了954个可以随时xkcd_rgb字典中调用的命名颜色。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f0bd70f2-2eca-48ec-9df4-bc91292b2ca8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1fd42c89790>]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([0, 1], [0, 1], sns.xkcd_rgb[\"pale red\"], lw=3)\n",
    "plt.plot([0, 1], [0, 2], sns.xkcd_rgb[\"medium green\"], lw=3)\n",
    "plt.plot([0, 1], [0, 3], sns.xkcd_rgb[\"denim blue\"], lw=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b0a0c99b-f445-4584-bb7f-12033213f744",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = [\"windows blue\", \"amber\", \"greyish\", \"faded green\", \"dusty purple\"]\n",
    "sns.palplot(sns.xkcd_palette(colors))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab55aaba-d0fc-4a11-ba43-ea0c00061f36",
   "metadata": {},
   "source": [
    "## 连续色板\n",
    "色彩随数变换，比如数据越来越重要则颜色越来越深\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "021fcf6f-e415-4eca-91dd-b2ff2c6f61f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette('Blues'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5244c097-7509-4a04-a8af-d9de90d0813f",
   "metadata": {},
   "source": [
    "如果想要翻转渐变，可以在面板名称中添加一个_r后缀"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fb090e68-18da-4c38-b4e8-a2e227f60631",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette(\"BuGn_r\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5afa100-b368-4daf-88ee-c6930a35503b",
   "metadata": {},
   "source": [
    "cubehelix_palette()色调板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8c48422f-efda-4e48-b805-c9b9477f459a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette(\"cubehelix\", 8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9d450d49-93dc-43aa-b851-2fd71305b12b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.cubehelix_palette(8, start=.5, rot=-.75))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "15304369-132a-475f-944c-c84fb05891d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.cubehelix_palette(8, start=.75, rot=-.150))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c93ea8fa-4571-4c21-ac7b-11b20f68285d",
   "metadata": {},
   "source": [
    "## ligh_palette() 和dark_palette()调用定制连续调色板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c95b7137-596b-480f-9a61-571e075f56d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.light_palette(\"green\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8bda4444-0f0c-4cc4-bf36-6c565e7b2c9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.dark_palette(\"purple\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a2b5580f-af65-4ab3-a5d4-f8260bb4bce4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.light_palette(\"navy\", reverse=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ff1260f6-6e23-4b95-a496-c4befb4283b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, y = np.random.multivariate_normal([0, 0], [[1, -.5], [-.5, 1]], size=300).T\n",
    "pal = sns.dark_palette(\"green\", as_cmap=True)\n",
    "\n",
    "# 绘制核密度估计图（✅ 正确写法）\n",
    "sns.kdeplot(x=x, y=y, cmap=pal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "aae41907-2732-4fb2-81b3-d5f2200bd808",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.light_palette((210, 90, 60), input=\"husl\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fc06e3ca-2073-4d4d-b028-a0ea1045366c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8",
   "language": "python",
   "name": "py38"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
